Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 89786 |
| Missing cells | 90667 |
| Missing cells (%) | 5.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.7 MiB |
| Average record size in memory | 160.0 B |
Variable types
| NUM | 13 |
|---|---|
| CAT | 7 |
Loan ID has a high cardinality: 81999 distinct values | High cardinality |
Customer ID has a high cardinality: 81999 distinct values | High cardinality |
Credit Score has 19155 (21.3%) missing values | Missing |
Annual Income has 19155 (21.3%) missing values | Missing |
Years in current job has 3803 (4.2%) missing values | Missing |
Months since last delinquent has 48338 (53.8%) missing values | Missing |
Annual Income is highly skewed (γ1 = 50.0048753) | Skewed |
Maximum Open Credit is highly skewed (γ1 = 127.4336386) | Skewed |
Loan ID is uniformly distributed | Uniform |
Customer ID is uniformly distributed | Uniform |
df_index has unique values | Unique |
Number of Credit Problems has 77484 (86.3%) zeros | Zeros |
Bankruptcies has 79880 (89.0%) zeros | Zeros |
Tax Liens has 88090 (98.1%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-13 12:39:06.684498 |
|---|---|
| Analysis finished | 2020-09-13 12:39:50.497004 |
| Duration | 43.81 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 89786 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48101.05217 |
|---|---|
| Minimum | 0 |
| Maximum | 100000 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4513.25 |
| Q1 | 22977.25 |
| median | 47107 |
| Q3 | 72834.75 |
| 95-th percentile | 94459.75 |
| Maximum | 100000 |
| Range | 100000 |
| Interquartile range (IQR) | 49857.5 |
Descriptive statistics
| Standard deviation | 28825.11814 |
|---|---|
| Coefficient of variation (CV) | 0.5992616967 |
| Kurtosis | -1.191293725 |
| Mean | 48101.05217 |
| Median Absolute Deviation (MAD) | 24878.5 |
| Skewness | 0.08045064019 |
| Sum | 4318801070 |
| Variance | 830887435.5 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 84668 | 1 | < 0.1% | |
| 78515 | 1 | < 0.1% | |
| 68276 | 1 | < 0.1% | |
| 66229 | 1 | < 0.1% | |
| 72374 | 1 | < 0.1% | |
| 70327 | 1 | < 0.1% | |
| 90809 | 1 | < 0.1% | |
| 96954 | 1 | < 0.1% | |
| 94907 | 1 | < 0.1% | |
| Other values (89776) | 89776 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100000 | 1 | < 0.1% | |
| 99999 | 1 | < 0.1% | |
| 99998 | 1 | < 0.1% | |
| 99997 | 1 | < 0.1% | |
| 99996 | 1 | < 0.1% |
| Distinct | 81999 |
|---|---|
| Distinct (%) | 91.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| d38a0226-7576-49a9-ad78-abca796889c0 | 2 |
|---|---|
| b469909a-39a5-41c3-aa34-4a6f6440fe03 | 2 |
| d0a72eb1-f516-48fb-9692-f60543f29751 | 2 |
| dcc6b323-476b-435e-b950-ef7597687a55 | 2 |
| e86bfd72-fe27-4a4d-8aad-d9abd61588af | 2 |
| Other values (81994) |
| Value | Count | Frequency (%) | |
| d38a0226-7576-49a9-ad78-abca796889c0 | 2 | < 0.1% | |
| b469909a-39a5-41c3-aa34-4a6f6440fe03 | 2 | < 0.1% | |
| d0a72eb1-f516-48fb-9692-f60543f29751 | 2 | < 0.1% | |
| dcc6b323-476b-435e-b950-ef7597687a55 | 2 | < 0.1% | |
| e86bfd72-fe27-4a4d-8aad-d9abd61588af | 2 | < 0.1% | |
| bb3c0ce9-e0f2-4313-810a-93cc21b37660 | 2 | < 0.1% | |
| b91857fa-40b8-4561-ac27-ec742a1774ca | 2 | < 0.1% | |
| 2eb92fde-97cb-46a9-985a-95078ead36be | 2 | < 0.1% | |
| 3f5f619c-9a05-4640-b516-fc631f0a9f83 | 2 | < 0.1% | |
| 1def9b0c-562d-4666-8f6a-00e78db5f91b | 2 | < 0.1% | |
| Other values (81989) | 89765 | > 99.9% |
Unique
| Unique | 74213 ? |
|---|---|
| Unique (%) | 82.7% |
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 35.99963246 |
| Min length | 3 |
| Distinct | 81999 |
|---|---|
| Distinct (%) | 91.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| dcf8b5c7-9116-414a-afca-e06bb640aaf8 | 2 |
|---|---|
| 428f53d2-05ed-40ef-9351-1c9e2ac54f33 | 2 |
| 39a1cb79-7e19-408f-983e-fb9872a3e1cf | 2 |
| fb10e551-f9b7-4e76-91db-24eb06c14c20 | 2 |
| 1c4f0e19-dc72-48ae-b1c9-f66136249085 | 2 |
| Other values (81994) |
| Value | Count | Frequency (%) | |
| dcf8b5c7-9116-414a-afca-e06bb640aaf8 | 2 | < 0.1% | |
| 428f53d2-05ed-40ef-9351-1c9e2ac54f33 | 2 | < 0.1% | |
| 39a1cb79-7e19-408f-983e-fb9872a3e1cf | 2 | < 0.1% | |
| fb10e551-f9b7-4e76-91db-24eb06c14c20 | 2 | < 0.1% | |
| 1c4f0e19-dc72-48ae-b1c9-f66136249085 | 2 | < 0.1% | |
| dbdf1932-e8f6-43a5-8210-21b15dd66f03 | 2 | < 0.1% | |
| 4950784a-1c40-44e1-b23e-d76c58b35ab0 | 2 | < 0.1% | |
| 347e5ead-a63a-432d-b497-607dd2d288ac | 2 | < 0.1% | |
| 249f4f50-957f-491c-9f5e-c43e768f40b9 | 2 | < 0.1% | |
| 62cd3cff-328a-4674-9264-4012c9f11b8d | 2 | < 0.1% | |
| Other values (81989) | 89765 | > 99.9% |
Unique
| Unique | 74213 ? |
|---|---|
| Unique (%) | 82.7% |
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 35.99963246 |
| Min length | 3 |
Loan Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| Fully Paid | |
|---|---|
| Charged Off |
| Value | Count | Frequency (%) | |
| Fully Paid | 67146 | 74.8% | |
| Charged Off | 22639 | 25.2% | |
| (Missing) | 1 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.25206602 |
| Min length | 3 |
Current Loan Amount
Real number (ℝ≥0)
| Distinct | 22004 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13060894.72 |
|---|---|
| Minimum | 10802 |
| Maximum | 99999999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 10802 |
|---|---|
| 5-th percentile | 77352 |
| Q1 | 180268 |
| median | 313874 |
| Q3 | 532378 |
| 95-th percentile | 99999999 |
| Maximum | 99999999 |
| Range | 99989197 |
| Interquartile range (IQR) | 352110 |
Descriptive statistics
| Standard deviation | 33295559.59 |
|---|---|
| Coefficient of variation (CV) | 2.549255645 |
| Kurtosis | 2.964870276 |
| Mean | 13060894.72 |
| Median Absolute Deviation (MAD) | 149842 |
| Skewness | 2.228130482 |
| Sum | 1.172672432e+12 |
| Variance | 1.108594288e+15 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 99999999 | 11484 | 12.8% | |
| 223652 | 24 | < 0.1% | |
| 223322 | 24 | < 0.1% | |
| 216194 | 24 | < 0.1% | |
| 223102 | 23 | < 0.1% | |
| 219648 | 22 | < 0.1% | |
| 108966 | 22 | < 0.1% | |
| 216546 | 22 | < 0.1% | |
| 177452 | 22 | < 0.1% | |
| 223432 | 22 | < 0.1% | |
| Other values (21994) | 78096 | 87.0% |
| Value | Count | Frequency (%) | |
| 10802 | 1 | < 0.1% | |
| 11242 | 1 | < 0.1% | |
| 15422 | 1 | < 0.1% | |
| 21098 | 1 | < 0.1% | |
| 21450 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99999999 | 11484 | 12.8% | |
| 789250 | 3 | < 0.1% | |
| 789184 | 4 | < 0.1% | |
| 789096 | 13 | < 0.1% | |
| 789030 | 7 | < 0.1% |
Term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| Short Term | |
|---|---|
| Long Term |
| Value | Count | Frequency (%) | |
| Short Term | 66023 | 73.5% | |
| Long Term | 23762 | 26.5% | |
| (Missing) | 1 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.735270532 |
| Min length | 3 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 19155 |
| Missing (%) | 21.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1130.830598 |
|---|---|
| Minimum | 585 |
| Maximum | 7510 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 585 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 708 |
| median | 729 |
| Q3 | 742 |
| 95-th percentile | 6920 |
| Maximum | 7510 |
| Range | 6925 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 1571.037395 |
|---|---|
| Coefficient of variation (CV) | 1.389277402 |
| Kurtosis | 10.72000817 |
| Mean | 1130.830598 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 3.56072444 |
| Sum | 79871696 |
| Variance | 2468158.498 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 747 | 1825 | 2.0% | |
| 740 | 1746 | 1.9% | |
| 746 | 1742 | 1.9% | |
| 741 | 1732 | 1.9% | |
| 742 | 1723 | 1.9% | |
| 739 | 1624 | 1.8% | |
| 745 | 1612 | 1.8% | |
| 748 | 1598 | 1.8% | |
| 743 | 1555 | 1.7% | |
| 738 | 1495 | 1.7% | |
| Other values (314) | 53979 | 60.1% | |
| (Missing) | 19155 | 21.3% |
| Value | Count | Frequency (%) | |
| 585 | 9 | < 0.1% | |
| 586 | 6 | < 0.1% | |
| 587 | 9 | < 0.1% | |
| 588 | 14 | < 0.1% | |
| 589 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7510 | 9 | < 0.1% | |
| 7500 | 24 | < 0.1% | |
| 7490 | 23 | < 0.1% | |
| 7480 | 43 | < 0.1% | |
| 7470 | 51 | 0.1% |
| Distinct | 36174 |
|---|---|
| Distinct (%) | 51.2% |
| Missing | 19155 |
| Missing (%) | 21.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1375894.388 |
|---|---|
| Minimum | 76627 |
| Maximum | 165557393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 76627 |
|---|---|
| 5-th percentile | 520011 |
| Q1 | 847932 |
| median | 1168975 |
| Q3 | 1648915 |
| 95-th percentile | 2805540 |
| Maximum | 165557393 |
| Range | 165480766 |
| Interquartile range (IQR) | 800983 |
Descriptive statistics
| Standard deviation | 1104851.699 |
|---|---|
| Coefficient of variation (CV) | 0.8030061816 |
| Kurtosis | 6955.693692 |
| Mean | 1375894.388 |
| Median Absolute Deviation (MAD) | 380456 |
| Skewness | 50.0048753 |
| Sum | 9.71807965e+10 |
| Variance | 1.220697276e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1162572 | 20 | < 0.1% | |
| 1140000 | 17 | < 0.1% | |
| 969475 | 16 | < 0.1% | |
| 1112640 | 15 | < 0.1% | |
| 1146612 | 15 | < 0.1% | |
| 973370 | 14 | < 0.1% | |
| 1143762 | 14 | < 0.1% | |
| 1320291 | 13 | < 0.1% | |
| 1251435 | 13 | < 0.1% | |
| 949905 | 13 | < 0.1% | |
| Other values (36164) | 70481 | 78.5% | |
| (Missing) | 19155 | 21.3% |
| Value | Count | Frequency (%) | |
| 76627 | 1 | < 0.1% | |
| 81092 | 1 | < 0.1% | |
| 94867 | 1 | < 0.1% | |
| 97033 | 1 | < 0.1% | |
| 106533 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 165557393 | 1 | < 0.1% | |
| 36475440 | 1 | < 0.1% | |
| 30838995 | 1 | < 0.1% | |
| 28095300 | 1 | < 0.1% | |
| 24161540 | 1 | < 0.1% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3803 |
| Missing (%) | 4.2% |
| Memory size | 701.5 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 5 years | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| 10+ years | 27755 | 30.9% | |
| 2 years | 8254 | 9.2% | |
| < 1 year | 7365 | 8.2% | |
| 3 years | 7339 | 8.2% | |
| 5 years | 6136 | 6.8% | |
| 1 year | 5832 | 6.5% | |
| 4 years | 5511 | 6.1% | |
| 6 years | 5134 | 5.7% | |
| 7 years | 4989 | 5.6% | |
| 8 years | 4121 | 4.6% | |
| (Missing) | 3803 | 4.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.465896688 |
| Min length | 3 |
Home Ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| Home Mortgage | |
|---|---|
| Rent | |
| Own Home | |
| HaveMortgage | 183 |
| Value | Count | Frequency (%) | |
| Home Mortgage | 43548 | 48.5% | |
| Rent | 37855 | 42.2% | |
| Own Home | 8199 | 9.1% | |
| HaveMortgage | 183 | 0.2% | |
| (Missing) | 1 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.746742254 |
| Min length | 3 |
Purpose
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 701.5 KiB |
| Debt Consolidation | |
|---|---|
| Home Improvements | 5237 |
| other | 5235 |
| Other | 2882 |
| Business Loan | 1366 |
| Other values (11) | 4231 |
| Value | Count | Frequency (%) | |
| Debt Consolidation | 70834 | 78.9% | |
| Home Improvements | 5237 | 5.8% | |
| other | 5235 | 5.8% | |
| Other | 2882 | 3.2% | |
| Business Loan | 1366 | 1.5% | |
| Buy a Car | 1165 | 1.3% | |
| Medical Bills | 983 | 1.1% | |
| Buy House | 582 | 0.6% | |
| Take a Trip | 488 | 0.5% | |
| major_purchase | 330 | 0.4% | |
| Other values (6) | 683 | 0.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 20 |
|---|---|
| Median length | 18 |
| Mean length | 16.35724946 |
| Min length | 3 |
Monthly Debt
Real number (ℝ≥0)
| Distinct | 65765 |
|---|---|
| Distinct (%) | 73.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18396.90641 |
|---|---|
| Minimum | 0 |
| Maximum | 435843.28 |
| Zeros | 70 |
| Zeros (%) | 0.1% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3700.82 |
| Q1 | 10157.4 |
| median | 16140.31 |
| Q3 | 23918.91 |
| 95-th percentile | 40305.84 |
| Maximum | 435843.28 |
| Range | 435843.28 |
| Interquartile range (IQR) | 13761.51 |
Descriptive statistics
| Standard deviation | 12145.28237 |
|---|---|
| Coefficient of variation (CV) | 0.6601806902 |
| Kurtosis | 23.83645015 |
| Mean | 18396.90641 |
| Median Absolute Deviation (MAD) | 6698.26 |
| Skewness | 2.257836539 |
| Sum | 1651766242 |
| Variance | 147507883.9 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 70 | 0.1% | |
| 15903 | 9 | < 0.1% | |
| 10647.98 | 8 | < 0.1% | |
| 13359.85 | 8 | < 0.1% | |
| 14726.52 | 7 | < 0.1% | |
| 11380.24 | 7 | < 0.1% | |
| 17132.11 | 6 | < 0.1% | |
| 22027.65 | 6 | < 0.1% | |
| 18926.09 | 6 | < 0.1% | |
| 24193.65 | 6 | < 0.1% | |
| Other values (65755) | 89652 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 70 | 0.1% | |
| 7.41 | 1 | < 0.1% | |
| 12.92 | 1 | < 0.1% | |
| 17.1 | 1 | < 0.1% | |
| 19.57 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 435843.28 | 1 | < 0.1% | |
| 229057.92 | 1 | < 0.1% | |
| 205801.35 | 1 | < 0.1% | |
| 173265.56 | 1 | < 0.1% | |
| 172156.15 | 1 | < 0.1% |
Years of Credit History
Real number (ℝ≥0)
| Distinct | 506 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.24864176 |
|---|---|
| Minimum | 3.6 |
| Maximum | 70.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 3.6 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 13.5 |
| median | 17 |
| Q3 | 21.7 |
| 95-th percentile | 31.7 |
| Maximum | 70.5 |
| Range | 66.9 |
| Interquartile range (IQR) | 8.2 |
Descriptive statistics
| Standard deviation | 7.034607126 |
|---|---|
| Coefficient of variation (CV) | 0.3854866143 |
| Kurtosis | 1.762972872 |
| Mean | 18.24864176 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.078179316 |
| Sum | 1638454.3 |
| Variance | 49.48569742 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 16 | 1211 | 1.3% | |
| 15 | 1194 | 1.3% | |
| 17 | 1089 | 1.2% | |
| 16.5 | 1047 | 1.2% | |
| 14 | 1031 | 1.1% | |
| 15.4 | 959 | 1.1% | |
| 17.5 | 926 | 1.0% | |
| 13 | 924 | 1.0% | |
| 14.5 | 878 | 1.0% | |
| 18 | 867 | 1.0% | |
| Other values (496) | 79659 | 88.7% |
| Value | Count | Frequency (%) | |
| 3.6 | 1 | < 0.1% | |
| 3.7 | 2 | < 0.1% | |
| 3.8 | 3 | < 0.1% | |
| 3.9 | 3 | < 0.1% | |
| 4 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 70.5 | 1 | < 0.1% | |
| 65 | 2 | < 0.1% | |
| 60.5 | 2 | < 0.1% | |
| 59.9 | 1 | < 0.1% | |
| 59.7 | 1 | < 0.1% |
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 48338 |
| Missing (%) | 53.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.97587338 |
|---|---|
| Minimum | 0 |
| Maximum | 176 |
| Zeros | 197 |
| Zeros (%) | 0.2% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 32 |
| Q3 | 51 |
| 95-th percentile | 75 |
| Maximum | 176 |
| Range | 176 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 22.00858534 |
|---|---|
| Coefficient of variation (CV) | 0.6292504866 |
| Kurtosis | -0.7651843534 |
| Mean | 34.97587338 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4281797601 |
| Sum | 1449680 |
| Variance | 484.3778289 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13 | 816 | 0.9% | |
| 12 | 781 | 0.9% | |
| 14 | 765 | 0.9% | |
| 9 | 763 | 0.8% | |
| 15 | 756 | 0.8% | |
| 8 | 751 | 0.8% | |
| 16 | 746 | 0.8% | |
| 10 | 745 | 0.8% | |
| 7 | 743 | 0.8% | |
| 6 | 741 | 0.8% | |
| Other values (106) | 33841 | 37.7% | |
| (Missing) | 48338 | 53.8% |
| Value | Count | Frequency (%) | |
| 0 | 197 | 0.2% | |
| 1 | 248 | 0.3% | |
| 2 | 361 | 0.4% | |
| 3 | 388 | 0.4% | |
| 4 | 460 | 0.5% |
| Value | Count | Frequency (%) | |
| 176 | 1 | < 0.1% | |
| 152 | 1 | < 0.1% | |
| 148 | 1 | < 0.1% | |
| 143 | 1 | < 0.1% | |
| 141 | 1 | < 0.1% |
Number of Open Accounts
Real number (ℝ≥0)
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.12324999 |
|---|---|
| Minimum | 0 |
| Maximum | 76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 10 |
| Q3 | 14 |
| 95-th percentile | 20 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.998883993 |
|---|---|
| Coefficient of variation (CV) | 0.449408581 |
| Kurtosis | 3.055089295 |
| Mean | 11.12324999 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.17844177 |
| Sum | 998701 |
| Variance | 24.98884117 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 8432 | 9.4% | |
| 10 | 8108 | 9.0% | |
| 8 | 7933 | 8.8% | |
| 11 | 7703 | 8.6% | |
| 7 | 7290 | 8.1% | |
| 12 | 6717 | 7.5% | |
| 6 | 6076 | 6.8% | |
| 13 | 5622 | 6.3% | |
| 14 | 4642 | 5.2% | |
| 5 | 4245 | 4.7% | |
| Other values (41) | 23017 | 25.6% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 22 | < 0.1% | |
| 2 | 392 | 0.4% | |
| 3 | 1195 | 1.3% | |
| 4 | 2545 | 2.8% |
| Value | Count | Frequency (%) | |
| 76 | 2 | < 0.1% | |
| 56 | 2 | < 0.1% | |
| 52 | 2 | < 0.1% | |
| 48 | 2 | < 0.1% | |
| 47 | 3 | < 0.1% |
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.164983015 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 77484 |
| Zeros (%) | 86.3% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4780104753 |
|---|---|
| Coefficient of variation (CV) | 2.897331434 |
| Kurtosis | 49.09555763 |
| Mean | 0.164983015 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.866898689 |
| Sum | 14813 |
| Variance | 0.2284940145 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 77484 | 86.3% | |
| 1 | 10647 | 11.9% | |
| 2 | 1136 | 1.3% | |
| 3 | 332 | 0.4% | |
| 4 | 111 | 0.1% | |
| 5 | 44 | < 0.1% | |
| 6 | 13 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| 9 | 2 | < 0.1% | |
| Other values (4) | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 77484 | 86.3% | |
| 1 | 10647 | 11.9% | |
| 2 | 1136 | 1.3% | |
| 3 | 332 | 0.4% | |
| 4 | 111 | 0.1% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 2 | < 0.1% | |
| 9 | 2 | < 0.1% |
Current Credit Balance
Real number (ℝ≥0)
| Distinct | 32730 |
|---|---|
| Distinct (%) | 36.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 294035.132 |
|---|---|
| Minimum | 0 |
| Maximum | 32878968 |
| Zeros | 526 |
| Zeros (%) | 0.6% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30210 |
| Q1 | 112936 |
| median | 209722 |
| Q3 | 367517 |
| 95-th percentile | 760220.4 |
| Maximum | 32878968 |
| Range | 32878968 |
| Interquartile range (IQR) | 254581 |
Descriptive statistics
| Standard deviation | 372227.6983 |
|---|---|
| Coefficient of variation (CV) | 1.265929332 |
| Kurtosis | 769.2294284 |
| Mean | 294035.132 |
| Median Absolute Deviation (MAD) | 114798 |
| Skewness | 14.54721549 |
| Sum | 2.639994433e+10 |
| Variance | 1.385534594e+11 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 526 | 0.6% | |
| 175978 | 15 | < 0.1% | |
| 137807 | 15 | < 0.1% | |
| 111682 | 14 | < 0.1% | |
| 67697 | 14 | < 0.1% | |
| 148846 | 14 | < 0.1% | |
| 106039 | 14 | < 0.1% | |
| 65683 | 13 | < 0.1% | |
| 124013 | 13 | < 0.1% | |
| 94221 | 13 | < 0.1% | |
| Other values (32720) | 89134 | 99.3% |
| Value | Count | Frequency (%) | |
| 0 | 526 | 0.6% | |
| 19 | 11 | < 0.1% | |
| 38 | 8 | < 0.1% | |
| 57 | 6 | < 0.1% | |
| 76 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 32878968 | 1 | < 0.1% | |
| 12986956 | 1 | < 0.1% | |
| 12746397 | 1 | < 0.1% | |
| 11796435 | 1 | < 0.1% | |
| 11361924 | 1 | < 0.1% |
| Distinct | 44596 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 775656.505 |
|---|---|
| Minimum | 0 |
| Maximum | 1539737892 |
| Zeros | 628 |
| Zeros (%) | 0.7% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 111078 |
| Q1 | 277068 |
| median | 472692 |
| Q3 | 791450 |
| 95-th percentile | 1660720.6 |
| Maximum | 1539737892 |
| Range | 1539737892 |
| Interquartile range (IQR) | 514382 |
Descriptive statistics
| Standard deviation | 8803517.441 |
|---|---|
| Coefficient of variation (CV) | 11.34976292 |
| Kurtosis | 18684.96184 |
| Mean | 775656.505 |
| Median Absolute Deviation (MAD) | 233332 |
| Skewness | 127.4336386 |
| Sum | 6.964076799e+10 |
| Variance | 7.750191934e+13 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 628 | 0.7% | |
| 150194 | 11 | < 0.1% | |
| 237204 | 11 | < 0.1% | |
| 384208 | 10 | < 0.1% | |
| 152812 | 10 | < 0.1% | |
| 236412 | 10 | < 0.1% | |
| 323928 | 10 | < 0.1% | |
| 219802 | 10 | < 0.1% | |
| 220968 | 10 | < 0.1% | |
| 644886 | 10 | < 0.1% | |
| Other values (44586) | 89063 | 99.2% |
| Value | Count | Frequency (%) | |
| 0 | 628 | 0.7% | |
| 4334 | 2 | < 0.1% | |
| 4444 | 1 | < 0.1% | |
| 5390 | 1 | < 0.1% | |
| 6446 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1539737892 | 1 | < 0.1% | |
| 1304726170 | 1 | < 0.1% | |
| 980305260 | 1 | < 0.1% | |
| 798255370 | 1 | < 0.1% | |
| 632477736 | 1 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 191 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1155310006 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 79880 |
| Zeros (%) | 89.0% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3479189551 |
|---|---|
| Coefficient of variation (CV) | 3.011477034 |
| Kurtosis | 18.13993235 |
| Mean | 0.1155310006 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.50423627 |
| Sum | 10351 |
| Variance | 0.1210475993 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 79880 | 89.0% | |
| 1 | 9233 | 10.3% | |
| 2 | 369 | 0.4% | |
| 3 | 82 | 0.1% | |
| 4 | 24 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| (Missing) | 191 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 79880 | 89.0% | |
| 1 | 9233 | 10.3% | |
| 2 | 369 | 0.4% | |
| 3 | 82 | 0.1% | |
| 4 | 24 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 4 | 24 | < 0.1% | |
| 3 | 82 | 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02860452682 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 88090 |
| Zeros (%) | 98.1% |
| Memory size | 701.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2551075273 |
|---|---|
| Coefficient of variation (CV) | 8.918431996 |
| Kurtosis | 409.2835831 |
| Mean | 0.02860452682 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.61181423 |
| Sum | 2568 |
| Variance | 0.06507985046 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 88090 | 98.1% | |
| 1 | 1174 | 1.3% | |
| 2 | 323 | 0.4% | |
| 3 | 100 | 0.1% | |
| 4 | 52 | 0.1% | |
| 5 | 15 | < 0.1% | |
| 6 | 10 | < 0.1% | |
| 7 | 6 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| Other values (2) | 2 | < 0.1% | |
| (Missing) | 10 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 88090 | 98.1% | |
| 1 | 1174 | 1.3% | |
| 2 | 323 | 0.4% | |
| 3 | 100 | 0.1% | |
| 4 | 52 | 0.1% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 7 | 6 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | Loan ID | Customer ID | Loan Status | Current Loan Amount | Term | Credit Score | Annual Income | Years in current job | Home Ownership | Purpose | Monthly Debt | Years of Credit History | Months since last delinquent | Number of Open Accounts | Number of Credit Problems | Current Credit Balance | Maximum Open Credit | Bankruptcies | Tax Liens | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 14dd8831-6af5-400b-83ec-68e61888a048 | 981165ec-3274-42f5-a3b4-d104041a9ca9 | Fully Paid | 445412.0 | Short Term | 709.0 | 1167493.0 | 8 years | Home Mortgage | Home Improvements | 5214.74 | 17.2 | NaN | 6.0 | 1.0 | 228190.0 | 416746.0 | 1.0 | 0.0 |
| 1 | 1 | 4771cc26-131a-45db-b5aa-537ea4ba5342 | 2de017a3-2e01-49cb-a581-08169e83be29 | Fully Paid | 262328.0 | Short Term | NaN | NaN | 10+ years | Home Mortgage | Debt Consolidation | 33295.98 | 21.1 | 8.0 | 35.0 | 0.0 | 229976.0 | 850784.0 | 0.0 | 0.0 |
| 2 | 2 | 4eed4e6a-aa2f-4c91-8651-ce984ee8fb26 | 5efb2b2b-bf11-4dfd-a572-3761a2694725 | Fully Paid | 99999999.0 | Short Term | 741.0 | 2231892.0 | 8 years | Own Home | Debt Consolidation | 29200.53 | 14.9 | 29.0 | 18.0 | 1.0 | 297996.0 | 750090.0 | 0.0 | 0.0 |
| 3 | 3 | 77598f7b-32e7-4e3b-a6e5-06ba0d98fe8a | e777faab-98ae-45af-9a86-7ce5b33b1011 | Fully Paid | 347666.0 | Long Term | 721.0 | 806949.0 | 3 years | Own Home | Debt Consolidation | 8741.90 | 12.0 | NaN | 9.0 | 0.0 | 256329.0 | 386958.0 | 0.0 | 0.0 |
| 4 | 4 | d4062e70-befa-4995-8643-a0de73938182 | 81536ad9-5ccf-4eb8-befb-47a4d608658e | Fully Paid | 176220.0 | Short Term | NaN | NaN | 5 years | Rent | Debt Consolidation | 20639.70 | 6.1 | NaN | 15.0 | 0.0 | 253460.0 | 427174.0 | 0.0 | 0.0 |
| 5 | 5 | 89d8cb0c-e5c2-4f54-b056-48a645c543dd | 4ffe99d3-7f2a-44db-afc1-40943f1f9750 | Charged Off | 206602.0 | Short Term | 7290.0 | 896857.0 | 10+ years | Home Mortgage | Debt Consolidation | 16367.74 | 17.3 | NaN | 6.0 | 0.0 | 215308.0 | 272448.0 | 0.0 | 0.0 |
| 6 | 6 | 273581de-85d8-4332-81a5-19b04ce68666 | 90a75dde-34d5-419c-90dc-1e58b04b3e35 | Fully Paid | 217646.0 | Short Term | 730.0 | 1184194.0 | < 1 year | Home Mortgage | Debt Consolidation | 10855.08 | 19.6 | 10.0 | 13.0 | 1.0 | 122170.0 | 272052.0 | 1.0 | 0.0 |
| 7 | 7 | db0dc6e1-77ee-4826-acca-772f9039e1c7 | 018973c9-e316-4956-b363-67e134fb0931 | Charged Off | 648714.0 | Long Term | NaN | NaN | < 1 year | Home Mortgage | Buy House | 14806.13 | 8.2 | 8.0 | 15.0 | 0.0 | 193306.0 | 864204.0 | 0.0 | 0.0 |
| 8 | 8 | 8af915d9-9e91-44a0-b5a2-564a45c12089 | af534dea-d27e-4fd6-9de8-efaa52a78ec0 | Fully Paid | 548746.0 | Short Term | 678.0 | 2559110.0 | 2 years | Rent | Debt Consolidation | 18660.28 | 22.6 | 33.0 | 4.0 | 0.0 | 437171.0 | 555038.0 | 0.0 | 0.0 |
| 9 | 9 | 0b1c4e3d-bd97-45ce-9622-22732fcdc9a0 | 235c4a43-dadf-483d-aa44-9d6d77ae4583 | Fully Paid | 215952.0 | Short Term | 739.0 | 1454735.0 | < 1 year | Rent | Debt Consolidation | 39277.75 | 13.9 | NaN | 20.0 | 0.0 | 669560.0 | 1021460.0 | 0.0 | 0.0 |
Last rows
| df_index | Loan ID | Customer ID | Loan Status | Current Loan Amount | Term | Credit Score | Annual Income | Years in current job | Home Ownership | Purpose | Monthly Debt | Years of Credit History | Months since last delinquent | Number of Open Accounts | Number of Credit Problems | Current Credit Balance | Maximum Open Credit | Bankruptcies | Tax Liens | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89776 | 99988 | 125a4df1-c538-4b1e-b37f-b515a2ce370c | 82488d29-ef29-4f1c-a786-dee1b257dee5 | Charged Off | 309474.0 | Short Term | NaN | NaN | 10+ years | Home Mortgage | Debt Consolidation | 13817.18 | 26.9 | NaN | 15.0 | 0.0 | 225872.0 | 892606.0 | 0.0 | 0.0 |
| 89777 | 99989 | 2649e526-3866-4555-91a3-9bd5d26dcba2 | 9ff0267b-fa13-4f8e-b625-e8c36b6685e0 | Charged Off | 429132.0 | Short Term | NaN | NaN | 10+ years | Home Mortgage | Debt Consolidation | 28948.02 | 16.3 | NaN | 16.0 | 0.0 | 485279.0 | 656414.0 | 0.0 | 0.0 |
| 89778 | 99990 | 686017b3-dc24-4f8a-af92-0bd077452d3d | 1a583add-21ba-410f-9c42-757c4ed19322 | Fully Paid | 99999999.0 | Short Term | 742.0 | 1190046.0 | < 1 year | Rent | other | 11969.81 | 20.1 | 16.0 | 9.0 | 0.0 | 37392.0 | 134442.0 | 0.0 | 0.0 |
| 89779 | 99992 | c568adaa-16f9-43d3-b522-8532fb57cb16 | cbb29fd6-e418-4f09-a4bd-4de83428caab | Fully Paid | 48796.0 | Short Term | NaN | NaN | 4 years | Home Mortgage | major_purchase | 8298.63 | 8.3 | NaN | 9.0 | 0.0 | 87875.0 | 239404.0 | 0.0 | 0.0 |
| 89780 | 99994 | 8506a4e9-af7d-47d2-a1bf-7ea2c41858f0 | be67200e-1ef1-4b63-86a6-2bf27d3c704d | Fully Paid | 210584.0 | Short Term | 719.0 | 783389.0 | 1 year | Home Mortgage | Other | 3727.61 | 17.4 | 18.0 | 6.0 | 0.0 | 456.0 | 259160.0 | 0.0 | 0.0 |
| 89781 | 99996 | 06eba04f-58fc-424a-b666-ed72aa008900 | 77f2252a-b7d1-4b07-a746-1202a8304290 | Fully Paid | 99999999.0 | Short Term | 732.0 | 1289416.0 | 1 year | Rent | Debt Consolidation | 13109.05 | 9.4 | 21.0 | 22.0 | 0.0 | 153045.0 | 509234.0 | 0.0 | 0.0 |
| 89782 | 99997 | e1cb4050-eff5-4bdb-a1b0-aabd3f7eaac7 | 2ced5f10-bd60-4a11-9134-cadce4e7b0a3 | Fully Paid | 103136.0 | Short Term | 742.0 | 1150545.0 | 6 years | Rent | Debt Consolidation | 7315.57 | 18.8 | 18.0 | 12.0 | 1.0 | 109554.0 | 537548.0 | 1.0 | 0.0 |
| 89783 | 99998 | 81ab928b-d1a5-4523-9a3c-271ebb01b4fb | 3e45ffda-99fd-4cfc-b8b8-446f4a505f36 | Fully Paid | 530332.0 | Short Term | 746.0 | 1717524.0 | 9 years | Rent | Debt Consolidation | 9890.07 | 15.0 | NaN | 8.0 | 0.0 | 404225.0 | 738254.0 | 0.0 | 0.0 |
| 89784 | 99999 | c63916c6-6d46-47a9-949a-51d09af4414f | 1b3014be-5c07-4d41-abe7-44573c375886 | Fully Paid | 99999999.0 | Short Term | 743.0 | 935180.0 | NaN | Own Home | Debt Consolidation | 9118.10 | 13.0 | NaN | 4.0 | 1.0 | 45600.0 | 91014.0 | 1.0 | 0.0 |
| 89785 | 100000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |